{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias ANP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANP/option5/anp-option5-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANP/option5/anp-option5-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 5: 30 tópicos, algoritmo LDA, API Mallet, alpha 0.001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>5393720</td>\n",
       "      <td>ANP</td>\n",
       "      <td>http://www.anp.gov.br/noticias/anp-e-p/4552-se...</td>\n",
       "      <td>2018-06-15T15:02:00-03:06</td>\n",
       "      <td>Seminário na ANP debate qualidade regulatória</td>\n",
       "      <td>Seminário na ANP debate qualidade regulatória...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>5393722</td>\n",
       "      <td>ANP</td>\n",
       "      <td>http://www.anp.gov.br/noticias/anp-e-p/4553-em...</td>\n",
       "      <td>2018-06-15T15:19:00-03:06</td>\n",
       "      <td>Em missão aos EUA, ANP troca experiências sob...</td>\n",
       "      <td>Em missão aos EUA, ANP troca experiências sob...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>5393721</td>\n",
       "      <td>ANP</td>\n",
       "      <td>http://www.anp.gov.br/noticias/anp-e-p/4554-co...</td>\n",
       "      <td>2018-06-18T15:53:00-03:06</td>\n",
       "      <td>Conteúdo local: orientações sobre certificado...</td>\n",
       "      <td>Seu navegador de internet está sem suporte à ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id website                                                url  \\\n",
       "1275  5393720     ANP  http://www.anp.gov.br/noticias/anp-e-p/4552-se...   \n",
       "1276  5393722     ANP  http://www.anp.gov.br/noticias/anp-e-p/4553-em...   \n",
       "1277  5393721     ANP  http://www.anp.gov.br/noticias/anp-e-p/4554-co...   \n",
       "\n",
       "               publication_date  \\\n",
       "1275  2018-06-15T15:02:00-03:06   \n",
       "1276  2018-06-15T15:19:00-03:06   \n",
       "1277  2018-06-18T15:53:00-03:06   \n",
       "\n",
       "                                                  title  \\\n",
       "1275      Seminário na ANP debate qualidade regulatória   \n",
       "1276   Em missão aos EUA, ANP troca experiências sob...   \n",
       "1277   Conteúdo local: orientações sobre certificado...   \n",
       "\n",
       "                                                   text  \n",
       "1275   Seminário na ANP debate qualidade regulatória...  \n",
       "1276   Em missão aos EUA, ANP troca experiências sob...  \n",
       "1277   Seu navegador de internet está sem suporte à ...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANP/anp_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias: 1278\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','vai',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','tais','quais',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los',\n",
    "    'anp'\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 4647\n",
      "### No total de palavras: 189596\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=5, no_above=0.95)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.001,\n",
    "                                             iterations=1500, \n",
    "                                             topic_threshold=0.6,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('anp-option5-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"fgv_energia\", \"regulamenta\", \"estabelecer\", \"economica\", \"exigencias\", \"baseada\", \"relativos\", \"distribuicao\", \"minuta\", \"resolucao\", \"distribuidor\", \"documentacao\", \"cooperacao_tecnica\", \"consulta_publica\", \"movimentacao\", \"resolucoes\", \"prazo\", \"biocombustiveis\", \"poderao\", \"atividade\", \"produtos\", \"portaria\", \"etanol\", \"audiencia_publica\", \"estudos\", \"comercializacao\", \"uso\", \"mercado\", \"metanol\", \"combustiveis\", \"agencia\", \"empresas\", \"producao\", \"produto\", \"atividades\", \"informacoes\", \"nacional\", \"petroleo\", \"gas\", \"natural\", \"qualidade\", \"programa\", \"partir\", \"biodiesel\", \"leilao\", \"mistura\", \"leiloes\", \"lotes\", \"primeiro_lote\", \"selo_combustivel_social\", \"receita_federal\", \"litro\", \"refinaria_alberto_pasqualini_refap\", \"registro_especial\", \"desagio_medio\", \"pnpb\", \"desagio\", \"preco_maximo\", \"litros\", \"modalidade_pregao\", \"detentores\", \"percentual_minimo_obrigatorio\", \"segundo_lote\", \"oleo_diesel_vendido\", \"referencia\", \"adquirido\", \"granol\", \"volume_arrematado\", \"requisitos_exigidos\", \"quarto\", \"exercer_atividade\", \"unidades_produtoras\", \"adicao\", \"estabeleceu\", \"produtores_detentores\", \"ofertado\", \"milhoes\", \"entrega\", \"ofertas\", \"realizado\", \"volume\", \"produtores\", \"partir\", \"produto\", \"ministerio\", \"nacional\", \"total\", \"preco\", \"primeiro\", \"diesel\", \"empresas\", \"producao\", \"final\", \"petrobras\", \"segundo\", \"resolucao\", \"programa\", \"brasil\", \"dia\", \"bolsas\", \"prh\", \"anuario\", \"recursos_humanos\", \"rjs\", \"anuario_estatistico\", \"graduacao\", \"bolsistas\", \"imagens\", \"ensino\", \"cursos\", \"doutorado\", \"anuario_estatistico_brasileiro\", \"programas\", \"sitio\", \"consultados\", \"mct\", \"estudantes\", \"formacao\", \"consolidados\", \"pesquisados\", \"repasse\", \"curso\", \"ciencia_tecnologia\", \"mestrado\", \"pesquisa\", \"item\", \"vendas\", \"cobrados\", \"gov_br\", \"poco\", \"internet\", \"precos\", \"industria\", \"instituicoes\", \"dados\", \"petroleo\", \"programa\", \"gas\", \"recursos\", \"spambots_voce_precisa\", \"nacional\", \"natural\", \"biocombustiveis\", \"ano\", \"setor\", \"oleo\", \"bilhoes\", \"ve_lo\", \"milhoes\", \"informacoes\", \"agencia\", \"barris\", \"mil\", \"pais\", \"dia\", \"endereco\", \"cpt\", \"cade\", \"precos\", \"precos_medios\", \"levantamento\", \"preco_medio\", \"eletronico\", \"etanol_hidratado\", \"infracoes_ordem_economica\", \"cartel\", \"queda\", \"etanol\", \"processos\", \"defesa_economica_cade\", \"precos_abusivos\", \"conselho_administrativo\", \"estoque\", \"processos_administrativos\", \"digital\", \"fisico\", \"gasolina_comum\", \"eletronicos\", \"semanalmente\", \"documentos\", \"ensaios\", \"concorrencia\", \"direito_economico_sde\", \"aditivos\", \"cana\", \"comunicar_fato\", \"sistema\", \"brasilia\", \"analises\", \"distribuidores\", \"gasolina\", \"consumidor\", \"combustiveis\", \"revenda\", \"defesa\", \"aviacao\", \"semana\", \"utilizacao\", \"abastecimento\", \"uso\", \"reducao\", \"mercado\", \"portaria\", \"combustivel\", \"agencia\", \"pais\", \"glp\", \"projeto\", \"nacional\", \"final\", \"qualidade\", \"meio\", \"postos\", \"informacoes\", \"janeiro\", \"convenios\", \"conformidade\", \"amostras\", \"indices\", \"convenio\", \"distrito_federal\", \"melhora\", \"corante\", \"fraudes\", \"distribuidoras\", \"sp\", \"paulo\", \"policia_federal\", \"coleta\", \"indice\", \"qualidade\", \"resultaram\", \"piaui\", \"hora\", \"amostra_testemunha\", \"combate_adulteracao\", \"alcool\", \"universidades\", \"monitoramento\", \"intensificar\", \"abastecer\", \"ceara\", \"paraiba\", \"laboratorios\", \"alcool_anidro\", \"fiscalizacao\", \"consumidor\", \"acoes\", \"pernambuco\", \"combustiveis\", \"fazenda\", \"produto\", \"programa\", \"estado\", \"abastecimento\", \"produtos\", \"gasolina\", \"ano\", \"revendedores\", \"estados\", \"postos\", \"agencia\", \"combustivel\", \"mercado\", \"rio\", \"hoje\", \"nacional\", \"informacoes\", \"grande\", \"janeiro\", \"petroleo\", \"urucu\", \"brsa_rjs\", \"concessoes\", \"mbbl\", \"maiores\", \"urucu_leste\", \"grau_api_medio\", \"licitados_contendo_acumulacoes_marginais\", \"tlds\", \"mmm\\u00b3\", \"jubarte_brsa_rjs\", \"mboe\", \"atividades_exploratorias_produziram\", \"queimado\", \"brsa_sps\", \"leste\", \"caratinga_barracuda\", \"figuram\", \"brsa_ess\", \"roncador_produziu\", \"solimoes_ocuparam_primeira\", \"marlim_leste\", \"mes_consecutivo\", \"estrangeiras_frade_chevron_ostra\", \"urucu_ambos\", \"tld_bm\", \"mes_passado\", \"compressao\", \"queimado_oriundo\", \"provenientes\", \"torno\", \"aproximadamente\", \"terrestres\", \"fase\", \"operados\", \"respectivamente\", \"poco\", \"campo\", \"producao\", \"mes\", \"natural\", \"produtores\", \"campos\", \"gas\", \"queima\", \"petroleo\", \"relacao\", \"barris\", \"dia\", \"m\\u00b3\", \"mil\", \"maior\", \"reducao\", \"pocos\", \"milhoes\", \"boe\", \"oleo_equivalente\", \"rio\", \"pre_sal\", \"aumento\", \"bm\", \"seal\", \"aguas_profundas\", \"aguas_rasas\", \"lance\", \"jequitinhonha\", \"arrematadas\", \"quarta\", \"metros\", \"programa_exploratorio_minimo\", \"terceira\", \"assinatura\", \"bonus\", \"el_paso\", \"habilitadas\", \"barreirinhas\", \"taxas\", \"quinta\", \"vencedoras\", \"tipo\", \"profundidade\", \"atividade_exploratoria\", \"pagamento\", \"fase\", \"peso\", \"geraram\", \"concessionarias\", \"agua_rasa\", \"minimos\", \"exploratorio\", \"bens_servicos\", \"licitacoes\", \"terra\", \"etapa\", \"rodada\", \"areas\", \"empresas\", \"exploracao\", \"blocos\", \"concessao\", \"nove\", \"bacias_sedimentares\", \"ofertas\", \"petroleo\", \"petrobras\", \"espirito_santo\", \"tres\", \"campos\", \"junho\", \"contratos\", \"producao\", \"rio\", \"mil\", \"gas\", \"agencia\", \"santos\", \"brasil\", \"janeiro\"], \"Total\": [1868.0, 2182.0, 1600.0, 935.0, 2055.0, 888.0, 634.0, 972.0, 533.0, 386.0, 427.0, 623.0, 519.0, 985.0, 416.0, 574.0, 634.0, 1097.0, 716.0, 274.0, 467.0, 534.0, 367.0, 631.0, 487.0, 367.0, 620.0, 429.0, 398.0, 442.0, 50.8915379862141, 26.856094462123046, 44.12457886339382, 31.971219644390622, 40.573100228973, 177.2887898198288, 28.00535103722538, 82.687913038887, 57.71890172687713, 112.4350692966284, 33.73570849004842, 80.8424684583404, 45.5904531418629, 51.47395906357354, 41.865653041831116, 42.084972801979895, 22.74306612126938, 22.9996532846921, 29.422827132600382, 23.31428479152183, 44.7000486018612, 34.01457184015316, 36.8995587104816, 101.75828208550817, 110.6536670300523, 23.907685863831507, 69.09810140524323, 22.498022375824966, 77.8073783130185, 20.43053127398131, 70.45372884319853, 275.5495484063522, 90.51050903909751, 228.8511281950271, 183.26228762460502, 208.40502425895534, 81.94640820156711, 429.26467759484785, 163.77680979805308, 985.8038649947893, 597.1273815540387, 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\"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"total_negociado_atingiu\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizando\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"totalizou\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadora\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transportadores\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"transporte_firme\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"tres_marias_uirapuru\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"trilha\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufba\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"ufrj\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"uirapuru\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"ultimos_anos\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"unidades_produtoras\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"universidades\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_ambos\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"urucu_leste\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utc\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"validados\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"varginha\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"variar\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"vazamento\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veicular_gnv\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"veiculos_automotores_proconve\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedoras\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"vendas\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"verificar\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"victor_martins\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"vila\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visa_instruir\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume_arrematado\", \"volume_arrematado\", \"volume_arrematado\", \"volume_arrematado\", \"volume_arrematado\", \"volume_arrematado\", \"volume_arrematado\", 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\"volumes_comercializados_somente\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"waldyr_barroso\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]};\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=            Freq  cluster  topics         x         y\n",
       "topic                                                \n",
       "0       3.209966        1       1  0.007910  0.052105\n",
       "1       1.034675        1       2  0.015665  0.037004\n",
       "2       2.296020        1       3  0.064354  0.038048\n",
       "3       2.348358        1       4  0.009531  0.009753\n",
       "4       0.662908        1       5  0.127321 -0.109073\n",
       "5       3.277637        1       6 -0.137449 -0.070259\n",
       "6       1.869900        1       7 -0.036554 -0.009642\n",
       "7       3.763839        1       8 -0.003462  0.062984\n",
       "8       1.931582        1       9  0.046786  0.058164\n",
       "9       2.177766        1      10  0.035291  0.078021\n",
       "10      1.765208        1      11  0.001039  0.003534\n",
       "11      2.224684        1      12  0.038135  0.037844\n",
       "12      7.218110        1      13 -0.168905 -0.079588\n",
       "13      2.077644        1      14  0.018620  0.028736\n",
       "14      0.989364        1      15 -0.012281 -0.016606\n",
       "15      4.486876        1      16  0.069154  0.083844\n",
       "16      0.803483        1      17 -0.107373 -0.054874\n",
       "17      5.752004        1      18  0.017022  0.053503\n",
       "18      1.141148        1      19  0.032125  0.043536\n",
       "19     14.062659        1      20  0.199135 -0.170182\n",
       "20      4.084606        1      21 -0.035938  0.017012\n",
       "21      5.118771        1      22 -0.036454  0.032690\n",
       "22      4.859773        1      23 -0.102461 -0.071166\n",
       "23      5.109277        1      24 -0.036035  0.037013\n",
       "24      2.913642        1      25 -0.004322 -0.001178\n",
       "25      1.691954        1      26  0.013287 -0.003382\n",
       "26      2.584042        1      27 -0.085993 -0.001749\n",
       "27      5.351170        1      28 -0.105349 -0.045986\n",
       "28      1.555543        1      29  0.124568 -0.106349\n",
       "29      3.637390        1      30  0.052633  0.066243, topic_info=     Category         Freq                 Term        Total  loglift  logprob\n",
       "term                                                                          \n",
       "451   Default  1868.000000             producao  1868.000000  30.0000  30.0000\n",
       "208   Default  2182.000000                  gas  2182.000000  29.0000  29.0000\n",
       "499   Default  1600.000000              natural  1600.000000  28.0000  28.0000\n",
       "619   Default   935.000000              milhoes   935.000000  27.0000  27.0000\n",
       "37    Default  2055.000000             petroleo  2055.000000  26.0000  26.0000\n",
       "745   Default   888.000000               campos   888.000000  25.0000  25.0000\n",
       "453   Default   634.000000               rodada   634.000000  24.0000  24.0000\n",
       "12    Default   972.000000         combustiveis   972.000000  23.0000  23.0000\n",
       "182   Default   533.000000               blocos   533.000000  22.0000  22.0000\n",
       "2844  Default   386.000000            biodiesel   386.000000  21.0000  21.0000\n",
       "3656  Default   427.000000                  boe   427.000000  20.0000  20.0000\n",
       "2197  Default   623.000000               barris   623.000000  19.0000  19.0000\n",
       "743   Default   519.000000                bacia   519.000000  18.0000  18.0000\n",
       "530   Default   985.000000               brasil   985.000000  17.0000  17.0000\n",
       "613   Default   416.000000                 ltda   416.000000  16.0000  16.0000\n",
       "900   Default   574.000000                pocos   574.000000  15.0000  15.0000\n",
       "174   Default   634.000000                areas   634.000000  14.0000  14.0000\n",
       "258   Default  1097.000000                  dia  1097.000000  13.0000  13.0000\n",
       "118   Default   716.000000                  mil   716.000000  12.0000  12.0000\n",
       "1498  Default   274.000000               litros   274.000000  11.0000  11.0000\n",
       "99    Default   467.000000         fiscalizacao   467.000000  10.0000  10.0000\n",
       "40    Default   534.000000               postos   534.000000   9.0000   9.0000\n",
       "269   Default   367.000000                  mes   367.000000   8.0000   8.0000\n",
       "670   Default   631.000000                total   631.000000   7.0000   7.0000\n",
       "3612  Default   487.000000              pre_sal   487.000000   6.0000   6.0000\n",
       "4136  Default   367.000000     oleo_equivalente   367.000000   5.0000   5.0000\n",
       "201   Default   620.000000             empresas   620.000000   4.0000   4.0000\n",
       "725   Default   429.000000                setor   429.000000   3.0000   3.0000\n",
       "744   Default   398.000000                campo   398.000000   2.0000   2.0000\n",
       "646   Default   442.000000              relacao   442.000000   1.0000   1.0000\n",
       "...       ...          ...                  ...          ...      ...      ...\n",
       "441   Topic30    10.926949              minimos    39.753257   2.0224  -6.4475\n",
       "204   Topic30     9.569227         exploratorio    34.948525   2.0186  -6.5802\n",
       "1119  Topic30    14.236514        bens_servicos    52.207810   2.0145  -6.1829\n",
       "436   Topic30    77.575720           licitacoes   350.888467   1.8047  -4.4875\n",
       "862   Topic30    30.969350                terra   129.756573   1.8812  -5.4057\n",
       "1130  Topic30    21.315304                etapa    85.252235   1.9277  -5.7793\n",
       "453   Topic30   119.418432               rodada   634.215215   1.6441  -4.0561\n",
       "174   Topic30   110.661306                areas   634.491495   1.5676  -4.1323\n",
       "201   Topic30   108.611533             empresas   620.562852   1.5711  -4.1510\n",
       "203   Topic30    66.530749           exploracao   372.363233   1.5917  -4.6411\n",
       "182   Topic30    82.670087               blocos   533.287555   1.4497  -4.4239\n",
       "427   Topic30    34.191268            concessao   170.419476   1.7076  -5.3068\n",
       "217   Topic30    20.729921                 nove    86.917049   1.8805  -5.8072\n",
       "1035  Topic30    20.640558  bacias_sedimentares    88.656546   1.8564  -5.8115\n",
       "445   Topic30    25.258313              ofertas   143.111039   1.5794  -5.6096\n",
       "37    Topic30    76.960906             petroleo  2055.531909   0.0289  -4.4954\n",
       "222   Topic30    38.111385            petrobras   487.973707   0.7642  -5.1982\n",
       "878   Topic30    26.506620       espirito_santo   207.750933   1.2550  -5.5614\n",
       "241   Topic30    26.586021                 tres   225.252292   1.1771  -5.5584\n",
       "745   Topic30    31.740764               campos   888.065065  -0.0175  -5.3811\n",
       "434   Topic30    21.309318                junho   156.737143   1.3185  -5.7796\n",
       "554   Topic30    20.711117            contratos   150.323571   1.3318  -5.8081\n",
       "451   Topic30    29.687729             producao  1868.799585  -0.8284  -5.4480\n",
       "143   Topic30    25.278944                  rio   597.127382   0.1517  -5.6088\n",
       "118   Topic30    24.578956                  mil   716.268284  -0.0583  -5.6369\n",
       "208   Topic30    25.826565                  gas  2182.547535  -1.1229  -5.5873\n",
       "0     Topic30    22.581393              agencia   858.080723  -0.3237  -5.7216\n",
       "907   Topic30    21.360984               santos   214.782683   1.0058  -5.7772\n",
       "530   Topic30    22.007332               brasil   985.803865  -0.4882  -5.7474\n",
       "111   Topic30    21.436528              janeiro   468.038528   0.2304  -5.7737\n",
       "\n",
       "[1746 rows x 6 columns], token_table=      Topic      Freq                             Term\n",
       "term                                                  \n",
       "1936      1  0.036826                         abandono\n",
       "1936      8  0.036826                         abandono\n",
       "1936     13  0.036826                         abandono\n",
       "1936     16  0.036826                         abandono\n",
       "1936     18  0.036826                         abandono\n",
       "1936     20  0.036826                         abandono\n",
       "1936     21  0.441916                         abandono\n",
       "1936     22  0.036826                         abandono\n",
       "1936     23  0.036826                         abandono\n",
       "1936     24  0.036826                         abandono\n",
       "1936     25  0.036826                         abandono\n",
       "1936     26  0.036826                         abandono\n",
       "1936     28  0.036826                         abandono\n",
       "1936     30  0.036826                         abandono\n",
       "3904      6  0.037166                        abastecer\n",
       "3904      8  0.037166                        abastecer\n",
       "3904     12  0.037166                        abastecer\n",
       "3904     13  0.037166                        abastecer\n",
       "3904     16  0.037166                        abastecer\n",
       "3904     18  0.037166                        abastecer\n",
       "3904     20  0.037166                        abastecer\n",
       "3904     21  0.074332                        abastecer\n",
       "3904     22  0.037166                        abastecer\n",
       "3904     23  0.037166                        abastecer\n",
       "3904     24  0.037166                        abastecer\n",
       "3904     25  0.037166                        abastecer\n",
       "3904     28  0.334496                        abastecer\n",
       "3904     30  0.037166                        abastecer\n",
       "1164      1  0.004425                    abastecimento\n",
       "1164      4  0.022127                    abastecimento\n",
       "...     ...       ...                              ...\n",
       "4357     30  0.034425  volumes_comercializados_somente\n",
       "4399      1  0.118665                   waldyr_barroso\n",
       "4399     10  0.088999                   waldyr_barroso\n",
       "4399     13  0.029666                   waldyr_barroso\n",
       "4399     14  0.177998                   waldyr_barroso\n",
       "4399     16  0.059333                   waldyr_barroso\n",
       "4399     18  0.177998                   waldyr_barroso\n",
       "4399     20  0.029666                   waldyr_barroso\n",
       "4399     21  0.029666                   waldyr_barroso\n",
       "4399     22  0.029666                   waldyr_barroso\n",
       "4399     23  0.029666                   waldyr_barroso\n",
       "4399     24  0.029666                   waldyr_barroso\n",
       "4399     25  0.029666                   waldyr_barroso\n",
       "4399     28  0.029666                   waldyr_barroso\n",
       "4399     30  0.029666                   waldyr_barroso\n",
       "1904      1  0.432292                         workshop\n",
       "1904      8  0.019650                         workshop\n",
       "1904     12  0.019650                         workshop\n",
       "1904     13  0.019650                         workshop\n",
       "1904     16  0.019650                         workshop\n",
       "1904     18  0.019650                         workshop\n",
       "1904     20  0.019650                         workshop\n",
       "1904     21  0.019650                         workshop\n",
       "1904     22  0.216146                         workshop\n",
       "1904     23  0.019650                         workshop\n",
       "1904     24  0.058949                         workshop\n",
       "1904     25  0.019650                         workshop\n",
       "1904     27  0.019650                         workshop\n",
       "1904     28  0.019650                         workshop\n",
       "1904     30  0.019650                         workshop\n",
       "\n",
       "[17810 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=50):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('anp-option5-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('anp-option5-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>brasil, gas, petroleo, diretor_geral, setor, evento, rio, diretor, agencia, investimentos, industria, natural, afirmou, empresas, haroldo_lima, decio_oddone, pre_sal, nacional, representantes, seminario, producao, workshop, janeiro, destacou, desenvolvimento, pais, participacao, estado, energia, areas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>areas, acumulacoes_marginais, rodada, inativas, gas, petroleo, bacia, licitacoes, itinerante, setima, bahia, projeto, natural, segunda, setor, rio, estado, empresas, maranhao, interesse, nacional, atividades, federacao, sergipe, dia, agencia, biocombustiveis, espirito_santo, grande, agentes_economicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>blocos, bacia, rodada, gas, area, licitacoes, km², areas, bacias, petroleo, setor, km, producao, campos, total, cerca, exploratorios, ofertados, parte, terra, pais, bacias_sedimentares, nova_fronteira, milhoes, amazonas, rodadas, setores, brasil, descoberta, totalizando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>dados, petroleo, producao, brasil, gas, setor, combustiveis, derivados, bdep, pais, investimentos, natural, empresas, nacional, ano, anos, demanda, bilhoes, informacoes, precos, maior, aumento, crescimento, royalties, mundo, gasolina, refino, milhoes, hoje, exploracao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>producao, gas, petroleo, natural, campos, boe, mil, milhoes, pocos, dia, bbl, m³, campo, bacia, maior, mes, relacao, aumento, barris, brasil, agosto, aproximadamente, queima, petrobras, total, pre_sal, mes_anterior, produtores, reducao, torno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>combustiveis, postos, glp, rio, fiscalizacao, falta, municipios, agencia, interdicoes, acoes, fiscalizados, operacao, estado, sul, abastecimento, combustivel, autuacoes, qualidade, revendedores, irregularidades, gas, janeiro, revendas, seguranca, consumidor, estados, posto, infracao, grande, acao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>gas, natural, capacidade, transporte, petroleo, nacional, instalacoes, agencia, combustivel, seguranca, lei, postos, glp, ltda, rio, endereco, autorizacao, atividade, dia, portaria, revendedores, nome, motivo, publicacao, email, javascript_ativado, prazo, spambots_voce_precisa, tecnico, agentes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>resolucao, petroleo, conteudo_local, desenvolvimento, consulta_publica, producao, premio, natural, brasil, objetivo, biocombustiveis, exploracao, mercado, contratos, processo, gas, audiencia_publica, agencia, uniao, realizada, atividades, empresa_petrolifera, nacional, inovacao_tecnologica, empresas, regras, projetos, diario_oficial, criterios,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>blocos, km², area, bacia, setor, rodada, numero, setores, oferta, km, total, espirito_santo, areas, terra, mar, oferecidos, natural, bacias, gas, nona, licitacoes, empresas, nova_fronteira, oitava, santos, petroleo, ofertas_vencedoras, rio, maranhao, elevado_potencial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>rodada, partilha, pre_sal, producao, areas, contrato, edital, blocos, rodadas, licitacoes, santos, area, resolucao, bacias, licitacao, campos, oleo, conteudo_local, uniao, prevista, regime, excedente, participacao, ofertas, concessao, dia, oferta, cnpe, assinatura, petrobras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>biodiesel, litros, milhoes, leilao, selo_combustivel_social, total, produtores_detentores, ofertas, dia, arrematados, selecao, ofertado, volume, torno, apresentacao, nacional, petrobras, produtores, considerar_margem, ocorreu, mercado, ministerio, preco_maximo, adicao, referencia_medio, comparado, segundo, desagio_medio, valor, final</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>brasil, ltda, empresas, gas, petroleo, empresa_vencedora, petrobras, origem, rodada, pais, exploracao, total, oleo, producao, grupo, inscritas, inscricao, razao_social, edital, capital, parnaiba, estados_unidos, energia, bloco, licitacoes, reino_unido, hoje, petrogal, statoil, natural</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>combustiveis, postos, fiscalizacao, forca_tarefa, acoes, inteligencia, agencia, qualidade, estado, mercado, combustivel, forcas_tarefa, irregularidades, relacoes, monitoramento, consumidor_crc, pmqc, programa, orgaos_publicos, secretaria, resultados_obtidos, partir, vez, resultou, centro, denuncias_recebidas, tres, vetores, fazenda, fiscalizaca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>petroleo, gas, producao, natural, recursos, pesquisa, diretor, exploracao, petrobras, rio, milhoes, agencia, janeiro, engenharia, desenvolvimento, anos, nacional, contratos, diretoria, brasil, grande, empresas, clausula, magda_chambriard, convenio, sistema, biocombustiveis, comissao, projetos, investimentos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>litros, bilhoes, biodiesel, diesel, aumento, consumo, mercado, petroleo, combustiveis, gasolina, relacao, gas, comparacao, milhoes, combustivel, oleo, m³, segundo, volume, rio, crescimento, dados, biocombustiveis, brasil, reducao, total, brasileiro, janeiro, dia, metros_cubicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>rodada, areas, licitacoes, blocos, producao, campos, empresas, gas, petroleo, exploracao, natural, rodadas, bacias, exploratorios, cnpe, espirito_santo, concessao, oferta_permanente, resolucao, nacional, brasil, partilha, acumulacoes_marginais, terrestres, contrato, processo, area, santos, licitacao, conteudo_local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>fiscalizacao, glp, combustiveis, acoes, gas, agencia, botijoes, postos, operacao, revendas, acao, mil, forca_tarefa, inteligencia, gasolina, dois, fiscalizados, etanol, programa, falta, apreendidos, centro, qualidade, realizada, mercado, biocombustiveis, posto, telefone, autuados, denuncias_recebidas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>petroleo, brasil, gas, diretor_geral, setor, producao, diretor, natural, agencia, biocombustiveis, investimentos, industria, pre_sal, haroldo_lima, hoje, decio_oddone, nacional, afirmou, evento, desenvolvimento, campos, estado, exploracao, areas, brasileira, royalties, brasileiro, rio, pais, janeiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>bonus, milhoes, fase, blocos, percentual, exploracao, assinatura, empresas, bacia, rodada, petrobras, desenvolvimento, arrematados, petroleo, brasil, areas, investimentos, etapa, total, oferecidos, oferta, contratos, maior, bloco, brasileiro, mil, empresa, shell, vencedoras, consorcio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>producao, gas, natural, petroleo, dia, campos, barris, milhoes, mil, pocos, boe, oleo_equivalente, total, metros_cubicos, relacao, mes, mes_anterior, pre_sal, maior, bacia, campo, aumento, aproximadamente, produtores, petrobras, brasil, api, bbl, numero, queima</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>diesel, oleo, agencia, partir, janeiro, nacional, enxofre, vazamento, campo, brasil, chevron, petrobras, resolucao, dia, frade, poco, marinha, email, area, ve_lo, municipios, plano, ppm, controle, protegido, meio_ambiente, javascript_ativado, petroleo, acidente, plataforma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>agencia, petroleo, gas, mercado, nacional, diretor_geral, setor, diretor, rio, hoje, haroldo_lima, biocombustiveis, natural, brasil, evento, combustiveis, projeto, atividades, producao, tecnicos, desenvolvimento, objetivo, abastecimento, trabalho, janeiro, anos, empresas, bahia, diretores, pais</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>ltda, motivo, posto, gas, seguranca, postos, gasolina, auto_posto, autorizacao, falta, rua, combustiveis, glp, comercio, rio, instalacoes, interditados, mil, avenida, agencia, revendedores, nacional, petroleo, janeiro, botijoes, biocombustiveis, paulo, milhoes, operacao, natural</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>resolucao, producao, combustiveis, biocombustiveis, agencia, petroleo, mercado, gas, renovabio, empresas, natural, nacional, etanol, aviacao, informacoes, solventes, qualidade, programa, prazo, consulta_publica, produtos, partir, minuta, atividade, portaria, atividades, produto, distribuicao, audiencia_publica, regulamentacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>biodiesel, milhoes, leilao, litros, selo_combustivel_social, nacional, leiloes, produtores, total, partir, producao, mistura, volume, empresas, ofertas, produto, petrobras, ministerio, realizado, diesel, resolucao, programa, brasil, referencia, segundo, dia, adicao, desagio_medio, final, produtores_detentores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>petroleo, gas, natural, nacional, biocombustiveis, precos, programa, industria, dados, pesquisa, setor, milhoes, oleo, agencia, bolsas, poco, ano, mil, barris, prh, informacoes, dia, bilhoes, programas, formacao, pais, instituicoes, internet, spambots_voce_precisa, endereco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26.0</td>\n",
       "      <td>combustiveis, precos, etanol, gasolina, agencia, consumidor, mercado, sistema, nacional, reducao, abastecimento, combustivel, pais, queda, glp, revenda, documentos, qualidade, postos, semana, preco_medio, portaria, final, informacoes, uso, janeiro, cpt, processos, projeto, meio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27.0</td>\n",
       "      <td>combustiveis, qualidade, fiscalizacao, paulo, acoes, agencia, estado, postos, programa, monitoramento, mercado, consumidor, amostras, rio, gasolina, abastecimento, combustivel, convenio, revendedores, nacional, ano, hoje, produto, fazenda, distribuidoras, informacoes, petroleo, conformidade, janeiro, produtos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28.0</td>\n",
       "      <td>producao, gas, natural, petroleo, campos, aproximadamente, dia, campo, mes, barris, produtores, mil, relacao, milhoes, pocos, maior, maiores, boe, mboe, queima, fase, rio, reducao, mbbl, pre_sal, oleo_equivalente, aumento, m³, terrestres, urucu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29.0</td>\n",
       "      <td>rodada, areas, empresas, blocos, licitacoes, petroleo, exploracao, fase, bm, petrobras, assinatura, quarta, bonus, concessao, campos, terra, quinta, producao, aguas_profundas, tres, espirito_santo, gas, rio, ofertas, mil, agencia, brasil, janeiro, santos, etapa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      0.0   \n",
       "1      1.0   \n",
       "2      2.0   \n",
       "3      3.0   \n",
       "4      4.0   \n",
       "5      5.0   \n",
       "6      6.0   \n",
       "7      7.0   \n",
       "8      8.0   \n",
       "9      9.0   \n",
       "10    10.0   \n",
       "11    11.0   \n",
       "12    12.0   \n",
       "13    13.0   \n",
       "14    14.0   \n",
       "15    15.0   \n",
       "16    16.0   \n",
       "17    17.0   \n",
       "18    18.0   \n",
       "19    19.0   \n",
       "20    20.0   \n",
       "21    21.0   \n",
       "22    22.0   \n",
       "23    23.0   \n",
       "24    24.0   \n",
       "25    25.0   \n",
       "26    26.0   \n",
       "27    27.0   \n",
       "28    28.0   \n",
       "29    29.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                         Keywords  \n",
       "0                                                  brasil, gas, petroleo, diretor_geral, setor, evento, rio, diretor, agencia, investimentos, industria, natural, afirmou, empresas, haroldo_lima, decio_oddone, pre_sal, nacional, representantes, seminario, producao, workshop, janeiro, destacou, desenvolvimento, pais, participacao, estado, energia, areas  \n",
       "1                                                  areas, acumulacoes_marginais, rodada, inativas, gas, petroleo, bacia, licitacoes, itinerante, setima, bahia, projeto, natural, segunda, setor, rio, estado, empresas, maranhao, interesse, nacional, atividades, federacao, sergipe, dia, agencia, biocombustiveis, espirito_santo, grande, agentes_economicos  \n",
       "2                                                                                  blocos, bacia, rodada, gas, area, licitacoes, km², areas, bacias, petroleo, setor, km, producao, campos, total, cerca, exploratorios, ofertados, parte, terra, pais, bacias_sedimentares, nova_fronteira, milhoes, amazonas, rodadas, setores, brasil, descoberta, totalizando  \n",
       "3                                                                                    dados, petroleo, producao, brasil, gas, setor, combustiveis, derivados, bdep, pais, investimentos, natural, empresas, nacional, ano, anos, demanda, bilhoes, informacoes, precos, maior, aumento, crescimento, royalties, mundo, gasolina, refino, milhoes, hoje, exploracao  \n",
       "4                                                                                                              producao, gas, petroleo, natural, campos, boe, mil, milhoes, pocos, dia, bbl, m³, campo, bacia, maior, mes, relacao, aumento, barris, brasil, agosto, aproximadamente, queima, petrobras, total, pre_sal, mes_anterior, produtores, reducao, torno  \n",
       "5                                                       combustiveis, postos, glp, rio, fiscalizacao, falta, municipios, agencia, interdicoes, acoes, fiscalizados, operacao, estado, sul, abastecimento, combustivel, autuacoes, qualidade, revendedores, irregularidades, gas, janeiro, revendas, seguranca, consumidor, estados, posto, infracao, grande, acao  \n",
       "6                                                         gas, natural, capacidade, transporte, petroleo, nacional, instalacoes, agencia, combustivel, seguranca, lei, postos, glp, ltda, rio, endereco, autorizacao, atividade, dia, portaria, revendedores, nome, motivo, publicacao, email, javascript_ativado, prazo, spambots_voce_precisa, tecnico, agentes  \n",
       "7   resolucao, petroleo, conteudo_local, desenvolvimento, consulta_publica, producao, premio, natural, brasil, objetivo, biocombustiveis, exploracao, mercado, contratos, processo, gas, audiencia_publica, agencia, uniao, realizada, atividades, empresa_petrolifera, nacional, inovacao_tecnologica, empresas, regras, projetos, diario_oficial, criterios,...  \n",
       "8                                                                                    blocos, km², area, bacia, setor, rodada, numero, setores, oferta, km, total, espirito_santo, areas, terra, mar, oferecidos, natural, bacias, gas, nona, licitacoes, empresas, nova_fronteira, oitava, santos, petroleo, ofertas_vencedoras, rio, maranhao, elevado_potencial  \n",
       "9                                                                             rodada, partilha, pre_sal, producao, areas, contrato, edital, blocos, rodadas, licitacoes, santos, area, resolucao, bacias, licitacao, campos, oleo, conteudo_local, uniao, prevista, regime, excedente, participacao, ofertas, concessao, dia, oferta, cnpe, assinatura, petrobras  \n",
       "10                biodiesel, litros, milhoes, leilao, selo_combustivel_social, total, produtores_detentores, ofertas, dia, arrematados, selecao, ofertado, volume, torno, apresentacao, nacional, petrobras, produtores, considerar_margem, ocorreu, mercado, ministerio, preco_maximo, adicao, referencia_medio, comparado, segundo, desagio_medio, valor, final  \n",
       "11                                                                  brasil, ltda, empresas, gas, petroleo, empresa_vencedora, petrobras, origem, rodada, pais, exploracao, total, oleo, producao, grupo, inscritas, inscricao, razao_social, edital, capital, parnaiba, estados_unidos, energia, bloco, licitacoes, reino_unido, hoje, petrogal, statoil, natural  \n",
       "12  combustiveis, postos, fiscalizacao, forca_tarefa, acoes, inteligencia, agencia, qualidade, estado, mercado, combustivel, forcas_tarefa, irregularidades, relacoes, monitoramento, consumidor_crc, pmqc, programa, orgaos_publicos, secretaria, resultados_obtidos, partir, vez, resultou, centro, denuncias_recebidas, tres, vetores, fazenda, fiscalizaca...  \n",
       "13                                           petroleo, gas, producao, natural, recursos, pesquisa, diretor, exploracao, petrobras, rio, milhoes, agencia, janeiro, engenharia, desenvolvimento, anos, nacional, contratos, diretoria, brasil, grande, empresas, clausula, magda_chambriard, convenio, sistema, biocombustiveis, comissao, projetos, investimentos  \n",
       "14                                                                         litros, bilhoes, biodiesel, diesel, aumento, consumo, mercado, petroleo, combustiveis, gasolina, relacao, gas, comparacao, milhoes, combustivel, oleo, m³, segundo, volume, rio, crescimento, dados, biocombustiveis, brasil, reducao, total, brasileiro, janeiro, dia, metros_cubicos  \n",
       "15                                   rodada, areas, licitacoes, blocos, producao, campos, empresas, gas, petroleo, exploracao, natural, rodadas, bacias, exploratorios, cnpe, espirito_santo, concessao, oferta_permanente, resolucao, nacional, brasil, partilha, acumulacoes_marginais, terrestres, contrato, processo, area, santos, licitacao, conteudo_local  \n",
       "16                                                  fiscalizacao, glp, combustiveis, acoes, gas, agencia, botijoes, postos, operacao, revendas, acao, mil, forca_tarefa, inteligencia, gasolina, dois, fiscalizados, etanol, programa, falta, apreendidos, centro, qualidade, realizada, mercado, biocombustiveis, posto, telefone, autuados, denuncias_recebidas  \n",
       "17                                                   petroleo, brasil, gas, diretor_geral, setor, producao, diretor, natural, agencia, biocombustiveis, investimentos, industria, pre_sal, haroldo_lima, hoje, decio_oddone, nacional, afirmou, evento, desenvolvimento, campos, estado, exploracao, areas, brasileira, royalties, brasileiro, rio, pais, janeiro  \n",
       "18                                                                  bonus, milhoes, fase, blocos, percentual, exploracao, assinatura, empresas, bacia, rodada, petrobras, desenvolvimento, arrematados, petroleo, brasil, areas, investimentos, etapa, total, oferecidos, oferta, contratos, maior, bloco, brasileiro, mil, empresa, shell, vencedoras, consorcio  \n",
       "19                                                                                          producao, gas, natural, petroleo, dia, campos, barris, milhoes, mil, pocos, boe, oleo_equivalente, total, metros_cubicos, relacao, mes, mes_anterior, pre_sal, maior, bacia, campo, aumento, aproximadamente, produtores, petrobras, brasil, api, bbl, numero, queima  \n",
       "20                                                                              diesel, oleo, agencia, partir, janeiro, nacional, enxofre, vazamento, campo, brasil, chevron, petrobras, resolucao, dia, frade, poco, marinha, email, area, ve_lo, municipios, plano, ppm, controle, protegido, meio_ambiente, javascript_ativado, petroleo, acidente, plataforma  \n",
       "21                                                        agencia, petroleo, gas, mercado, nacional, diretor_geral, setor, diretor, rio, hoje, haroldo_lima, biocombustiveis, natural, brasil, evento, combustiveis, projeto, atividades, producao, tecnicos, desenvolvimento, objetivo, abastecimento, trabalho, janeiro, anos, empresas, bahia, diretores, pais  \n",
       "22                                                                        ltda, motivo, posto, gas, seguranca, postos, gasolina, auto_posto, autorizacao, falta, rua, combustiveis, glp, comercio, rio, instalacoes, interditados, mil, avenida, agencia, revendedores, nacional, petroleo, janeiro, botijoes, biocombustiveis, paulo, milhoes, operacao, natural  \n",
       "23                        resolucao, producao, combustiveis, biocombustiveis, agencia, petroleo, mercado, gas, renovabio, empresas, natural, nacional, etanol, aviacao, informacoes, solventes, qualidade, programa, prazo, consulta_publica, produtos, partir, minuta, atividade, portaria, atividades, produto, distribuicao, audiencia_publica, regulamentacao  \n",
       "24                                         biodiesel, milhoes, leilao, litros, selo_combustivel_social, nacional, leiloes, produtores, total, partir, producao, mistura, volume, empresas, ofertas, produto, petrobras, ministerio, realizado, diesel, resolucao, programa, brasil, referencia, segundo, dia, adicao, desagio_medio, final, produtores_detentores  \n",
       "25                                                                             petroleo, gas, natural, nacional, biocombustiveis, precos, programa, industria, dados, pesquisa, setor, milhoes, oleo, agencia, bolsas, poco, ano, mil, barris, prh, informacoes, dia, bilhoes, programas, formacao, pais, instituicoes, internet, spambots_voce_precisa, endereco  \n",
       "26                                                                         combustiveis, precos, etanol, gasolina, agencia, consumidor, mercado, sistema, nacional, reducao, abastecimento, combustivel, pais, queda, glp, revenda, documentos, qualidade, postos, semana, preco_medio, portaria, final, informacoes, uso, janeiro, cpt, processos, projeto, meio  \n",
       "27                                         combustiveis, qualidade, fiscalizacao, paulo, acoes, agencia, estado, postos, programa, monitoramento, mercado, consumidor, amostras, rio, gasolina, abastecimento, combustivel, convenio, revendedores, nacional, ano, hoje, produto, fazenda, distribuidoras, informacoes, petroleo, conformidade, janeiro, produtos  \n",
       "28                                                                                                           producao, gas, natural, petroleo, campos, aproximadamente, dia, campo, mes, barris, produtores, mil, relacao, milhoes, pocos, maior, maiores, boe, mboe, queima, fase, rio, reducao, mbbl, pre_sal, oleo_equivalente, aumento, m³, terrestres, urucu  \n",
       "29                                                                                          rodada, areas, empresas, blocos, licitacoes, petroleo, exploracao, fase, bm, petrobras, assinatura, quarta, bonus, concessao, campos, terra, quinta, producao, aguas_profundas, tres, espirito_santo, gas, rio, ofertas, mil, agencia, brasil, janeiro, santos, etapa  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('anp-option5-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num), topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notícia mais representativa para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP realiza workshop sobre desafios da atividade dutoviária A ANP realizou nesta quarta-feira (16/8), no Rio de Janeiro, um workshop para debater...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.6852</td>\n",
       "      <td>ANP submete à consulta de interesse 16 áreas com acumulações marginais A ANP está submetendo à consulta de interesse 16 áreas contendo acumulaçõe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9415</td>\n",
       "      <td>Décima Rodada oferecerá 130 blocos em terra A Décima Rodada de Licitações de Blocos Exploratórios, prevista para ser realizada em 18 de dezembro,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Livreto sobre oportunidades para o setor de combustíveis disponível em inglês A ANP está divulgando em seu portal a versão em inglês do livreto “...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.9204</td>\n",
       "      <td>Força-tarefa interdita 5 depósitos de gás de cozinha e apreende armas e munições A ANP interditou cinco depósitos de gás de cozinha hoje (29/7) p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9757</td>\n",
       "      <td>ANP publica edital de concurso público que vai oferecer 325 vagas no Rio, São Paulo, Salvador e Brasília A Agência Nacional do Petróleo, Gás Natu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP realiza consulta pública sobre aquisição, processamento e consulta a dados técnicos A ANP deu início nesta sexta-feira (8/6) à consulta públi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>13ª Rodada foi realizada nesta quarta-feira (7/10) às 9H A 13ª Rodada de Licitações da ANP foi realizada hoje (7/10), a partir das 9h, no Hotel W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Resolução do CNPE estabelece participação da Petrobras na 5ª Rodada de Partilha O Conselho Nacional de Política Energética (CNPE) publicou, nesta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>49º Leilão de biodiesel negocia 646,6 milhões de litros No 49º Leilão de Biodiesel da ANP foram arrematados 646,647 milhões de litros de biodiese...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>14ª Rodada de Licitações tem total de 32 inscritas Quatro empresas foram aprovadas hoje (25/8) na última reunião da Comissão Especial de Licitaçõ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Força-tarefa faz 51 autuações e 12 interdições em Cuiabá e Várzea Grande A força-tarefa realizada esta semana (22 a 25/6) com a participação da A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Comissão de infraestrutura do senado aprova José Gutman para a Diretoria da ANP A Comissão de Serviços de Infraestrutura (CI) do Senado Federal a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Consumo aparente de combustíveis no Brasil cresceu 6,1% na comparação entre 2011 e 2012 O consumo aparente de combustíveis no mercado brasileiro ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>CNPE publica resolução que autoriza e define blocos da 14ª Rodada Foi publicada hoje (20/04), no Diário Oficial da União, a Resolução CNPE nº 6/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.8097</td>\n",
       "      <td>ANP interdita 12 revendas irregulares de GLP (Gás de botijão) em Salvador (BA) A Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ministro de Minas e Energia visita estande da ANP na OTC O ministro de Minas e Energia, Fernando Coelho Filho, visitou nesta quinta (26/10) o est...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>Seu navegador de internet está sem suporte à JavaScript. Por esse motivo algumas funcionalidades do site podem não estar acessíveis.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Recorde pela sexta vez, produção do Pré-Sal atinge média superior a 400 mil barris/dia A produção do pré-sal em abril foi recorde pelo sexto mês ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Nota sobre vazamento em Jubarte A ANP e a Marinha do Brasil informam que em sobrevoo realizado hoje, no âmbito do termo de cooperação Marinha/ANP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Diretores da ANP destacam importância do setor de TRR em evento em MT Os diretores da ANP Dirceu Amorelli e Felipe Kury participaram, na quinta-f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP interdita em Realengo posto que vendia gasolina adulterada A Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) interditou na ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP inicia consulta pública sobre resoluções que regulam o metanol Atualizado em 14 de junho de 2017 A ANP inicia hoje (7/6) a consulta pública p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>17º leilão de biodiesel vende 565 milhões de litros com preço médio ponderado de R$ 2,2369/L e deságio médio de 2,74 % Fonte: Assessoria de Impre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP e Finep investem R$ 15 milhões na formação de mão-de-obra para o setor de petróleo e gás A Agência Nacional do Petróleo (ANP) e a Financiador...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Preço médio do etanol caiu 3,5% no Brasil Em Brasília a queda chegou a 13,1% para o combustível Os preços do etanol e da gasolina comum caíram na...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP fecha novos convênios para Programa de Monitoramento da Qualidade dos Combustíveis A Agência Nacional do Petróleo (ANP) fechou convênios com ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.5572</td>\n",
       "      <td>Abril de 2011 teve menor queima de gás dos últimos 11 anos O mês de abril de 2011 registrou a menor queima de gás natural desde junho de 2000: 2,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.9350</td>\n",
       "      <td>ANP habilita 29 empresas para a Quarta Rodada de Licitações de exploração de petróleo e gás no país A Agência Nacional do Petróleo (ANP) habilito...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic_Num  Topic_Perc_Contrib  \\\n",
       "0         0.0              1.0000   \n",
       "1         1.0              0.6852   \n",
       "2         2.0              0.9415   \n",
       "3         3.0              1.0000   \n",
       "4         5.0              0.9204   \n",
       "5         6.0              0.9757   \n",
       "6         7.0              1.0000   \n",
       "7         8.0              1.0000   \n",
       "8         9.0              1.0000   \n",
       "9        10.0              1.0000   \n",
       "10       11.0              1.0000   \n",
       "11       12.0              1.0000   \n",
       "12       13.0              1.0000   \n",
       "13       14.0              1.0000   \n",
       "14       15.0              1.0000   \n",
       "15       16.0              0.8097   \n",
       "16       17.0              1.0000   \n",
       "17       18.0              0.9998   \n",
       "18       19.0              1.0000   \n",
       "19       20.0              1.0000   \n",
       "20       21.0              1.0000   \n",
       "21       22.0              1.0000   \n",
       "22       23.0              1.0000   \n",
       "23       24.0              1.0000   \n",
       "24       25.0              1.0000   \n",
       "25       26.0              1.0000   \n",
       "26       27.0              1.0000   \n",
       "27       28.0              0.5572   \n",
       "28       29.0              0.9350   \n",
       "\n",
       "                                                                                                                                                     Text  \n",
       "0    ANP realiza workshop sobre desafios da atividade dutoviária A ANP realizou nesta quarta-feira (16/8), no Rio de Janeiro, um workshop para debater...  \n",
       "1    ANP submete à consulta de interesse 16 áreas com acumulações marginais A ANP está submetendo à consulta de interesse 16 áreas contendo acumulaçõe...  \n",
       "2    Décima Rodada oferecerá 130 blocos em terra A Décima Rodada de Licitações de Blocos Exploratórios, prevista para ser realizada em 18 de dezembro,...  \n",
       "3    Livreto sobre oportunidades para o setor de combustíveis disponível em inglês A ANP está divulgando em seu portal a versão em inglês do livreto “...  \n",
       "4    Força-tarefa interdita 5 depósitos de gás de cozinha e apreende armas e munições A ANP interditou cinco depósitos de gás de cozinha hoje (29/7) p...  \n",
       "5    ANP publica edital de concurso público que vai oferecer 325 vagas no Rio, São Paulo, Salvador e Brasília A Agência Nacional do Petróleo, Gás Natu...  \n",
       "6    ANP realiza consulta pública sobre aquisição, processamento e consulta a dados técnicos A ANP deu início nesta sexta-feira (8/6) à consulta públi...  \n",
       "7    13ª Rodada foi realizada nesta quarta-feira (7/10) às 9H A 13ª Rodada de Licitações da ANP foi realizada hoje (7/10), a partir das 9h, no Hotel W...  \n",
       "8    Resolução do CNPE estabelece participação da Petrobras na 5ª Rodada de Partilha O Conselho Nacional de Política Energética (CNPE) publicou, nesta...  \n",
       "9    49º Leilão de biodiesel negocia 646,6 milhões de litros No 49º Leilão de Biodiesel da ANP foram arrematados 646,647 milhões de litros de biodiese...  \n",
       "10   14ª Rodada de Licitações tem total de 32 inscritas Quatro empresas foram aprovadas hoje (25/8) na última reunião da Comissão Especial de Licitaçõ...  \n",
       "11   Força-tarefa faz 51 autuações e 12 interdições em Cuiabá e Várzea Grande A força-tarefa realizada esta semana (22 a 25/6) com a participação da A...  \n",
       "12   Comissão de infraestrutura do senado aprova José Gutman para a Diretoria da ANP A Comissão de Serviços de Infraestrutura (CI) do Senado Federal a...  \n",
       "13   Consumo aparente de combustíveis no Brasil cresceu 6,1% na comparação entre 2011 e 2012 O consumo aparente de combustíveis no mercado brasileiro ...  \n",
       "14   CNPE publica resolução que autoriza e define blocos da 14ª Rodada Foi publicada hoje (20/04), no Diário Oficial da União, a Resolução CNPE nº 6/2...  \n",
       "15   ANP interdita 12 revendas irregulares de GLP (Gás de botijão) em Salvador (BA) A Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP...  \n",
       "16   Ministro de Minas e Energia visita estande da ANP na OTC O ministro de Minas e Energia, Fernando Coelho Filho, visitou nesta quinta (26/10) o est...  \n",
       "17                   Seu navegador de internet está sem suporte à JavaScript. Por esse motivo algumas funcionalidades do site podem não estar acessíveis.  \n",
       "18   Recorde pela sexta vez, produção do Pré-Sal atinge média superior a 400 mil barris/dia A produção do pré-sal em abril foi recorde pelo sexto mês ...  \n",
       "19   Nota sobre vazamento em Jubarte A ANP e a Marinha do Brasil informam que em sobrevoo realizado hoje, no âmbito do termo de cooperação Marinha/ANP...  \n",
       "20   Diretores da ANP destacam importância do setor de TRR em evento em MT Os diretores da ANP Dirceu Amorelli e Felipe Kury participaram, na quinta-f...  \n",
       "21   ANP interdita em Realengo posto que vendia gasolina adulterada A Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) interditou na ...  \n",
       "22   ANP inicia consulta pública sobre resoluções que regulam o metanol Atualizado em 14 de junho de 2017 A ANP inicia hoje (7/6) a consulta pública p...  \n",
       "23   17º leilão de biodiesel vende 565 milhões de litros com preço médio ponderado de R$ 2,2369/L e deságio médio de 2,74 % Fonte: Assessoria de Impre...  \n",
       "24   ANP e Finep investem R$ 15 milhões na formação de mão-de-obra para o setor de petróleo e gás A Agência Nacional do Petróleo (ANP) e a Financiador...  \n",
       "25   Preço médio do etanol caiu 3,5% no Brasil Em Brasília a queda chegou a 13,1% para o combustível Os preços do etanol e da gasolina comum caíram na...  \n",
       "26   ANP fecha novos convênios para Programa de Monitoramento da Qualidade dos Combustíveis A Agência Nacional do Petróleo (ANP) fechou convênios com ...  \n",
       "27   Abril de 2011 teve menor queima de gás dos últimos 11 anos O mês de abril de 2011 registrou a menor queima de gás natural desde junho de 2000: 2,...  \n",
       "28   ANP habilita 29 empresas para a Quarta Rodada de Licitações de exploração de petróleo e gás no país A Agência Nacional do Petróleo (ANP) habilito...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 150\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2000_init = 0\n",
    "index_2001_init = 9\n",
    "index_2002_init = 39\n",
    "index_2003_init = 80\n",
    "index_2004_init = 90\n",
    "index_2005_init = 110\n",
    "index_2006_init = 142\n",
    "index_2007_init = 188\n",
    "index_2008_init = 239\n",
    "index_2009_init = 297\n",
    "index_2010_init = 362\n",
    "index_2011_init = 446\n",
    "index_2012_init = 518\n",
    "index_2013_init = 570\n",
    "index_2014_init = 637\n",
    "index_2015_init = 678\n",
    "index_2016_init = 783\n",
    "index_2017_init = 887\n",
    "index_2018_init = 1128\n",
    "index_2018_end = 1277\n",
    "\n",
    "indexes = [index_2000_init,index_2001_init,index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2018_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d485630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d485828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nYPfBDl8LWVcCn42IdTLzg8BNlL0fjalZbwRelZmfiohHUI7uPZKyB+TsiNitgZzjgI9FOT3vDsqRsM9Qjlj+PfCRiNikiU5zbdPrKcvreRHxKOADwGnAGyidiJWT5tSs4ykbAocCB9Q39RpgBbCqZj2tgZzjKEe8Xp6Z19VCOLW3lCaLY836ALArcG5EHAz8BWUP45mU6wYe12DWVcC+wEkAmfkV4CuUI32Pq9M1Vmfqhv0yyl6+U6aGZ+arKKc1nRcNXRdRP0g+CXwpMz9NOSpwJnBK3RBv5GL4zLyPcrT3cxERdYfQp6jXKdScRnZIZeZvgDfWHRubUXZEvZWyztwPvKNu5E1saJ5XAUdl5pMoG4xfAnZsIifLqVFvA26g7GT7ImUdfB/wr8Df1I3kicWDp3h/hVJnTwfekZnPrvPwwajXsEyalZm/ouzEu7bm/oSysbO6zksj76tae+6h7BC6iFITLwT+M6XOfyLqaVoNZf0KODkinl/bdSJlJ9FHgOcOTNeEqVrxh1MDmq4VA3Xiiy3Xiazv3zWUWrFOW7WiZv2aUis+FRGb026tmHq9V9Nenchaa99O2XZ5BS3WigFfphyhOp2Ga0Vt0y95sE6sT0t1YsAvKLXiYlqsFdW9wB9ExFkt14r7gUMi4vTM/G39TDmX8plyZoP1aOEsxOHELn8oh7e/Djx6aPhOlB78RfXxAcAuDWTdBjxmmnHX8OBpA/sw4eHhgXYdMjDsAOBF9e/9KOdUT3QaZM25dapNwCbApfXvp1L29n0a2Lih1+obwP718aXArymFDGB/yimJRzeUdStwcH18BeVo5avq402Bl1COjjW5/NYbGPd54NWTtmWa9W+qTZdQjpBeWB/vTOkwP7vBrEdTNqYurevbmvr7YMoHaiOnqg6/N+vz3wWcPjBsb2BN01lD446r6/txwAuBNzPmqSRz5BwBfLb+fRrwX5ng1KnBrMH5BfYa+HvX+jpOdFr2UNbUqT0HAWcA2wHfBr4KvLnhdWIbylGHswaGraptmuh0n2my9qAcHbiOWtfr8Ctne13HXX4Dj58AfJ+hz7OG2rQLZaP0osF1rdbGrRvOOoyykX05ZcNtGfA04LUNtOtQ4HnAE+rjA9qoFYM5DJ222WSdmCZr/aFxTdeKwayNBoY3WisGch4PbFqHHdx0nRjKmtoG2wp4dUu14t/bVR/vVmvFZ5usFUOv0yZD4xqrEzMsv51arBXDWYe0USvqevdS4Nj6+DDKKd6n1McBnAz8ZRPLcKF/FnwGWm0cPIWyt+a9wB4Dw6euP9uJskfnRuAWYLuGslYPDF9ef3+I0gF7GnAtsFVDWbvPMt2bKKeSNppDOSf8Yso1ic+vRfNvGdowmSBr8EPlyUPTXQT8UYPrxV512HaUG7R8Y6p4UQ7lv7m+6ef94TnL8pvaAD6uLsfNWlzXn0ntnNfHFwCvq3+PtUEwlLVrHbYj8GLKHu2p9l0GPLKBtv3OtbZ1+GGUUzr/Q339TqecerHZBG2b8bregfVif+BfKEe592s6p/69N+XD7fco9WnPJpffdO9Vyp7ST0yyPs7yWu1Sl9fPePD6lY8wZs2dJWdjYIOhNn2cujHZcNZedX07h9KZfRZlx87DG36t1hma5mWUjdJG20SpcxtSjtycUYedRjkyMfbOyVmW3xY1b+rz+IWUI0frTfD+HbxW/gZqB4+yYddYrWDma/LXbbJOzJVVfzdZK6bNmma6iWrFLG3arck6McM68dw6fDOarxUzrX/70mCtmGX5De7Im7hOzLH8NqH5WjGcNfXcK2iwVvDQ+1x8A3haHX48ZSfDmfXxmXX923icnMX0s+Az0FrDyoWW36gr4NmU66UePzB+qiC/glKQ920o66XDWXWav6Cc8nYdkxX+Udv1bMpNQHZtMOfwOu5kyofKCfXxTkywN2eGrCOmadNplNMfx2rTDFkXUG8mQrnu4t2Uo7CvoOwAGOuDc67XqU7ziDrNRBfXT7P+XcCDe8U2B95C6Xi9APgas+wgGCPr9cBjp3mtnkc58rz9hG07FHgP8CJKZ3zN0PgDKdd5XE75oJnkfTxjFg/tiB0J/BTYu60c4OGUa3GuHzdnHlnLKRvBX2ZgR0sLr9UplFO0ph6Pe0R0tjYNbuz8MWWPcJtt2hP4c8oR82uAfdp6rQbeW8dTNuLGOptihDYdBvyYspf+5hbXv2UDbXsu5dTvSbKOpBxNO7w+PpGy4bh9fdxIrZgh55sMbbhPWidGzWqwVoySNXGtmCVn6qY5jdSJOdaJbYama6JWzLX+NVIr5nqdaKhOzJG1TX3cZK2YafltOzDNxLWC0tG7HjiyPj6bsmN/dX28P+Wsq8sp2zpj1/TF9LPgM9Baw8rpZY+tf+9BORr1OgbuEkjZM3stE3S+Zsg6b5qsSyl7N1c3nPWQdgEbUI4e3jbhG2+6Np1P2Su1jHonzi5eK8oe5+PrG2/sYjxL1vlDr9UplGvQ9mg45yHrRB13AhPsiR1x+R1EubbzzZOsE3NkPWFgmsMpOxomzTqWcu3mKZQ9a4+gXuA+NN3yuk5OcrR81KwAnsyYHeZ55GxF2RM89pHReWQ9jLIzYJINnTmzeGhHbNyO3qht2pRyFkCrbRpsC7B521kD04+193webdqhvr/H3lkzj6wNKKfuTbIT6ljgdsqZJusOvCYfAFYNTLch5WjAWLVijpzdBteJSerEPLNWUK49m7RWjJK1xSS1YtScweXYQZs2a6hWjJI1tYNtrFoxxvKb5CjbqG3akdKRnbRWjJK1fJJaUXNupV7eRKlJP6d0Vj9EOSizEeX79rZkaKfA2vyz4DPQegMfXGlW82An7LCB8Vu2nDV13vYqJryWY4SsqevCtgN2bCnn9Tz0OsHGDm3P9lrVgtxIm2bIOp+BDkvLbXps0zkzZF3AwDn7THCa7XzbxQSnstX/H/Va2wOZ5kOupaxHATt0kHMQZeN4/Q6yDqR09ia59qaT66Ln2aYtOmrTozpc/w5goOPS8vq3c0dtehQDe+4nyBrlWvn9JqlL88jZlwk6/vPMmrq+fdJaMeryW8aYX1EwQs7h9e+m7mkwapvWa6BWjLpejN15mEfOPpPkzHf9Y8Jt6Hkuv7FPp2S0+1x8CDhmkvYs1p/e340z661ZM/OfKL33e4FnRsRj6/Aft5z1hxHx6My8PTO/3XLWaRFxSGb+IDPvbCnnHuDZUb7Kgqzvkpay7gWeFRGHZubPm2rTDFm/otwuu9FbWM/QplOnll/LWb8E/igiDqvD72sxa6pdj6vD/23c546IpwDvoBwd/PnA8HUy8w7KefTbRcSNPNjOLrKupNz2ue2cKygbi7/pIOudlJswjHVH4jGW370dtWnDjtr0Trpd/+7pIOcKYKx1b4ysK5ngruADWTcDPxoYPvW1B/cBP613Vb6IMb9Ee545F1M6EGOZZ9aaiFjRQK0Ydfk9LAe+GLzhnJ8MLL+xtyvGaNPmDdSKUbPmvezGyLl43JwxstYwwVdvjdGuDcfZ5hyqST+dGp6ZX8nMi+vfN1FOG91hvNYscgvd2+z6h3K4+ZVMeMegeWZNdJRjMWX1sU1drhcLtP6tNVks3LW2rWX1sU0uv7Unq49tmiartWvlu8rpa1Yf2+TyW3uy6Og+F4v9Z6qRS0pErJcNHuVYall9bFOXWX1sU1NZEfFoyummn4+IPSgFeBnwocz8XJ1mL8pNZ16SZW/cos7qY5u6zOpjm7rM6mObZsg6jXJEbTDr0jp8/yxnISzanL5m9bFNXWb1sU1dZs1Vk6J8V+TxlEtRTs7MW8Zt02K2JDt7kha3esrXAxGxGngO5UPg6sz8Qh2/ZTZ0CnZXWX1sU5dZfWxTl1l9bNMsWX+fmZ+NiFXAb7OBSyi6yulrVh/b1GVWH9vUZdYMOVdl5j9GxHaU6zYbu1RosbGzJ2lRq8X5WZQ7VL4rMz+/tmf1sU1dZvWxTV1m9bFNQ1krgHdk5vVrc05fs/rYpi6z+timLrOGcq7IzC+1kbOY9P4GLZLWbvX0jXcDPwDGPm1kMWX1sU1dZvWxTV1m9bFNQ1nfB767tuf0NauPbeoyq49t6jJrKOc7beUsJh7Zk7RWiLXs+sPFlNPXrD62qcusPrapy6w+tqnLrD62qcusPrapy6wu27TQ7OxJkiRJUg95GqckSZIk9ZCdPUmSJEnqITt7kiRJktRDdvYkSZIkqYfs7EmSJElSD9nZkyRJkqQesrMnSZIkST1kZ0+SJEmSesjOniRJkiT10P8HvqrPMYtWYvAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d4859e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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s8LWQ9U7gMxGxLDM/CFxH2fvRmJr1euClmfmJiHgA5ejeQyh7QM6JiL0ayDke+Ocop+fdSjkS9inKEct/AD4cEVs30WmubXotZXmdGREHAx8ATgNeR+lErJ40p2adQNkQOBw4qL6p1wOrgDU160kN5BxPOeL1osz8dC2EU3tLabI41qwPAA8CXh4RhwKvouxhPIty3cAjG8y6HDgAeCJAZn4J+BLlSN8j63SN1Zm6Yb+cspfvlKnhmflSymlN50VD10XUD5KPA1dn5icpRwXOAk6pG+KNXAyfmb+mHO39bERE3SH0Cep1CjWnkR1Smfkr4PV1x8ZKyo6oN1PWmXuAt9eNvIkNzfMa4JjMfCxlg/FqYPcmcrKcGvVWYANlJ9sXKOvg+4D/AP62biRPLO49xftLlDp7OvD2zHx6nYcPRr2GZdKszPwFZSfeVTX3DsrGzto6L428r2rtuYuyQ+hCSk28APhvlDr/sainaTWU9Qvg5Ih4Vm3XSZSdRB8GnjkwXROmasUfTQ1oulYM1IkvtFwnsr5/11NqxbK2akXN+iWlVnwiIral3Vox9Xqvpb06kbXWvo2y7fJiWqwVA75IOUJ1Og3Xitqmn3NvndiMlurEgJ9RasVFtFgrqruBP4yIs1uuFfcAh0XE6Zn5m/qZ8nLKZ8pZDdaj+TMfhxO7/KEc3v4q8PCh4XtQevAX1scHAXs2kHUT8HvTjLuSe08b2J8JDw8PtOuwgWEHAc+tfz+Uck71RKdB1pwbp9oEbA1cUv9+AmVv3yeBrRp6rb4GHFgfXwL8klLIAA6knJJ4bENZNwKH1seXUY5WvrQ+3gZ4PuXoWJPLb9OBcZ8DXjZpW6ZZ/6badDHlCOkF9fEDKR3mpzeY9XDKxtQldX1bX38fSvlAbeRU1eH3Zn3+24HTB4btB6xvOmto3PF1fT8eeA7wRsY8lWQjOUcBn6l/nwb8DyY4dWowa3B+gX0H/n5QfR0nOi17KGvq1J5DgDOAXYBvAl8G3tjwOrET5ajD2QPD1tQ2TXS6zzRZe1OODnyaWtfr8HfO9rqOu/wGHj8a+A5Dn2cNtWlPykbphYPrWq2NOzacdQRlI/tSyobbcuBJwCsbaNfhwJnAo+vjg9qoFYM5DJ222WSdmCZrs6FxTdeKwawtB4Y3WisGch4FbFOHHdp0nRjKmtoG2wF4WUu14nftqo/3qrXiM03WiqHXaeuhcY3ViRmW3x4t1orhrMPaqBV1vXsBsK4+PoJyivcp9XEAJwN/1cQynO+feZ+BVhsHj6fsrXkvsPfA8Knrz/ag7NG5FrgB2KWhrLUDw1fU3x+idMCeBFwF7NBQ1oNnme4NlFNJG82hnBN+EeWaxGfVovm/GdowmSBr8EPlcUPTXQj8cYPrxb512C6UG7R8bap4UQ7lv7G+6ef84TnL8pvaAD6+LseVLa7rT6V2zuvj84FX17/H2iAYynpQHbY78DzKHu2p9r0FeEgDbfv/rrWtw4+gnNL5n+rrdzrl1IuVE7Rtxut6B9aLA4HvUY5yP7TpnPr3fpQPt9+n1Kd9mlx+071XKXtKPzbJ+jjLa7VnXV4/4d7rVz7MmDV3lpytgM2H2vRR6sZkw1n71vXtXEpn9mmUHTv3b/i1WjY0zQspG6WNtolS57agHLk5ow47jXJkYuydk7Msv+1r3tTn8XMoR442neD9O3it/AZqB4+yYddYrWDma/I3abJObCyr/m6yVkybNc10E9WKWdq0V5N1YoZ14pl1+EqarxUzrX8H0GCtmGX5De7Im7hObGT5bU3ztWI4a+q5V9FgreC+97n4GvCkOvwEyk6Gs+rjs+r6t9U4OQvpZ95noLWGlQstv1ZXwHMo10s9amD8VEF+MaUgH9BQ1guGs+o0r6Kc8vZpJiv8o7br6ZSbgDyowZwj67iTKR8qJ9bHezDB3pwZso6apk2nUU5/HKtNM2SdT72ZCOW6i3dTjsK+mLIDYKwPzo29TnWaB9RpJrq4fpr173zu3Su2LfAmSsfr2cBXmGUHwRhZrwUeMc1rdSblyPOuE7btcOA9wHMpnfH1Q+MfRrnO41LKB80k7+MZs7hvR+xo4MfAfm3lAPenXItzzbg5c8haQdkI/iIDO1paeK1OoZyiNfV43COis7VpcGPnTyh7hNts0z7An1OOmF8J7N/WazXw3jqBshE31tkUI7TpCOBHlL3017e4/i0faNszKad+T5J1NOVo2pH18UmUDcdd6+NGasUMOV9naMN90joxalaDtWKUrIlrxSw5UzfNaaRObGSd2GlouiZqxcbWv0ZqxcZeJxqqExvJ2qk+brJWzLT8dh6YZuJaQenoXQMcXR+fQ9mxv7Y+PpBy1tWllG2dsWv6QvqZ9xlorWHl9LJH1L/3phyNejUDdwmk7Jm9igk6XzNknTdN1iWUvZtrG866T7uAzSlHD2+a8I03XZteQ9krtZx6J84uXivKHucT6htv7GI8S9Zrhl6rUyjXoO3dcM591ok67kQm2BM74vI7hHJt5xsnWSc2kvXogWmOpOxomDRrHeXazVMoe9YeQL3AfWi6FXWdnORo+ahZATyOMTvMc8jZgbIneOwjo3PI2o6yM2CSDZ2NZnHfjti4Hb1R27QN5SyAVts02BZg27azBqYfa+/5HNq0W31/j72zZg5Zm1NO3ZtkJ9Q64GbKmSabDLwmHwDWDEy3BeVowFi1YiM5ew2uE5PUiTlmraJcezZprRgla/tJasWoOYPLsYM2rWyoVoySNbWDbaxaMcbym+Qo26ht2p3SkZ20VoyStWKSWlFzbqRe3kSpST+ldFY/RDkosyXl+/bux9BOgcX8M+8z0HoD711p1nJvJ+yIgfH3azlr6rztNUx4LccIWVPXhe0C7N5Szmu573WCjR3anu21qgW5kTbNkPUaBjosLbfpEU3nzJB1PgPn7DPBabZzbRcTnMpW/3/Ua20fxjQfci1lHQzs1kHOIZSN4806yHoYpbM3ybU3nVwXPcc2bd9Rmw7ucP07iIGOS8vr3wM7atPBDOy5nyBrlGvlHzpJXZpDzgFM0PGfY9bU9e2T1opRl99yxvyKghFyjqx/N3VPg1HbtGkDtWLU9WLszsMccvafJGeu6x8TbkPPcfmNfTolo93n4kPAcZO0Z6H+9P5unFlvzZqZ/0bpvd8NPDUiHlGH/6jlrD+KiIdn5s2Z+c2Ws06LiMMy87uZeVtLOXcBT4/yVRZkfZe0lHU38LSIODwzf9pUm2bI+gXldtmN3sJ6hjadOrX8Ws76OfDHEXFEHf7rFrOm2vXIOvz74z53RDweeDvl6OBPB4Yvy8xbKefR7xIR13JvO7vIeiflts9t51xG2Vj8VQdZ76DchGGsOxKPsfzu7qhNW3TUpnfQ7fp3Vwc5lwFjrXtjZL2TCe4KPpB1PfDDgeFTX3vwa+DH9a7KFzLml2jPMeciSgdiLHPMWh8RqxqoFaMuv+1y4IvBG865Y2D5jb1dMUabtm2gVoyaNedlN0bORePmjJG1ngm+emuMdm0xzjbnUE368dTwzPxSZl5U/76OctrobuO1ZoGb795m1z+Uw80vYcI7Bs0xa6KjHAspq49t6nK9mKf1b9FkMX/X2raW1cc2ufwWT1Yf2zRNVmvXyneV09esPrbJ5bd4sujoPhcL/WeqkUtKRGyaDR7lWGpZfWxTl1l9bFNTWRHxcMrppp+LiL0pBXg58KHM/GydZl/KTWeen2Vv3ILO6mObuszqY5u6zOpjm2bIOo1yRG0w65I6/MAsZyEs2Jy+ZvWxTV1m9bFNXWZtrCZF+a7IEyiXopycmTeM26aFbEl29iQtbPWUr99GxFrgGZQPgSsy8/N1/P2yoVOwu8rqY5u6zOpjm7rM6mObZsn6h8z8TESsAX6TDVxC0VVOX7P62KYus/rYpi6zZsi5PDP/JSJ2oVy32dilQguNnT1JC1otzk+j3KHyXZn5ucWe1cc2dZnVxzZ1mdXHNg1lrQLenpnXLOacvmb1sU1dZvWxTV1mDeVclplXt5GzkPT+Bi2SFrd6+sa7ge8CY582spCy+timLrP62KYus/rYpqGs7wC3LPacvmb1sU1dZvWxTV1mDeV8q62chcQje5IWhVhk1x8upJy+ZvWxTV1m9bFNXWb1sU1dZvWxTV1m9bFNXWZ12ab5ZmdPkiRJknrI0zglSZIkqYfs7EmSJElSD9nZkyRJkqQesrMnSZIkST1kZ0+SJEmSesjOniRJkiT1kJ09SZIkSeohO3uSJEmS1EN29iRJkiSph/4fg4fIBYdVI04AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d557828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a20926cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2134f1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a215a09e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a216db518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a21c678d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2223f128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a20a59ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a234cf898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a234cf208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1e25c668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a232ad438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a208f1320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a21d085f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a21254668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a21668400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>2.162954e-02</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>0.007855</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>...</td>\n",
       "      <td>2.517395e-02</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.254883e-01</td>\n",
       "      <td>0.452282</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>3.089785e-07</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>3.582313e-05</td>\n",
       "      <td>3.582313e-05</td>\n",
       "      <td>1.629201e-02</td>\n",
       "      <td>2.122828e-02</td>\n",
       "      <td>3.582313e-05</td>\n",
       "      <td>3.406612e-02</td>\n",
       "      <td>1.198411e-01</td>\n",
       "      <td>0.007844</td>\n",
       "      <td>6.827274e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>3.070555e-02</td>\n",
       "      <td>2.267651e-03</td>\n",
       "      <td>1.687124e-01</td>\n",
       "      <td>4.581745e-03</td>\n",
       "      <td>8.858964e-02</td>\n",
       "      <td>5.407048e-02</td>\n",
       "      <td>0.078350</td>\n",
       "      <td>3.582313e-05</td>\n",
       "      <td>1.091358e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>1.160523e-02</td>\n",
       "      <td>1.054114e-05</td>\n",
       "      <td>2.464067e-02</td>\n",
       "      <td>8.122232e-02</td>\n",
       "      <td>1.054114e-05</td>\n",
       "      <td>2.514525e-02</td>\n",
       "      <td>3.104519e-02</td>\n",
       "      <td>0.031573</td>\n",
       "      <td>4.343698e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>1.201228e-01</td>\n",
       "      <td>2.159496e-02</td>\n",
       "      <td>9.071336e-02</td>\n",
       "      <td>1.967193e-03</td>\n",
       "      <td>2.779927e-02</td>\n",
       "      <td>4.030995e-02</td>\n",
       "      <td>0.083998</td>\n",
       "      <td>1.217350e-03</td>\n",
       "      <td>1.587695e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>1.005087e-02</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>5.767973e-02</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>3.361879e-02</td>\n",
       "      <td>5.582122e-02</td>\n",
       "      <td>0.060663</td>\n",
       "      <td>5.094728e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>5.524307e-02</td>\n",
       "      <td>6.284858e-02</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>1.795034e-02</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>0.114345</td>\n",
       "      <td>1.918497e-07</td>\n",
       "      <td>2.754977e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.163921e-07</td>\n",
       "      <td>2.163921e-07</td>\n",
       "      <td>1.346530e-02</td>\n",
       "      <td>9.647975e-03</td>\n",
       "      <td>2.163921e-07</td>\n",
       "      <td>5.241087e-03</td>\n",
       "      <td>4.701878e-02</td>\n",
       "      <td>0.025096</td>\n",
       "      <td>2.541395e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.269333e-01</td>\n",
       "      <td>2.163921e-07</td>\n",
       "      <td>3.640176e-02</td>\n",
       "      <td>1.016615e-02</td>\n",
       "      <td>1.135463e-01</td>\n",
       "      <td>3.315009e-02</td>\n",
       "      <td>0.086370</td>\n",
       "      <td>2.163921e-07</td>\n",
       "      <td>1.566078e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>4.364929e-02</td>\n",
       "      <td>6.617582e-02</td>\n",
       "      <td>2.447520e-02</td>\n",
       "      <td>1.685492e-02</td>\n",
       "      <td>8.323670e-06</td>\n",
       "      <td>4.590170e-02</td>\n",
       "      <td>3.580710e-02</td>\n",
       "      <td>0.037137</td>\n",
       "      <td>1.336549e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>7.190306e-02</td>\n",
       "      <td>3.617739e-02</td>\n",
       "      <td>5.036702e-02</td>\n",
       "      <td>7.378674e-02</td>\n",
       "      <td>2.636632e-03</td>\n",
       "      <td>7.710997e-04</td>\n",
       "      <td>0.153205</td>\n",
       "      <td>1.151417e-03</td>\n",
       "      <td>4.174481e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>1.960553e-02</td>\n",
       "      <td>3.631370e-02</td>\n",
       "      <td>5.647464e-03</td>\n",
       "      <td>1.128715e-02</td>\n",
       "      <td>9.434870e-06</td>\n",
       "      <td>1.477634e-02</td>\n",
       "      <td>9.422526e-02</td>\n",
       "      <td>0.006335</td>\n",
       "      <td>5.993979e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.633628e-02</td>\n",
       "      <td>6.296625e-02</td>\n",
       "      <td>1.010662e-01</td>\n",
       "      <td>5.697817e-02</td>\n",
       "      <td>3.050355e-02</td>\n",
       "      <td>1.406399e-03</td>\n",
       "      <td>0.084472</td>\n",
       "      <td>9.434870e-06</td>\n",
       "      <td>1.051281e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.768520e-02</td>\n",
       "      <td>7.767466e-06</td>\n",
       "      <td>1.547463e-02</td>\n",
       "      <td>1.566553e-02</td>\n",
       "      <td>7.767466e-06</td>\n",
       "      <td>1.941500e-02</td>\n",
       "      <td>1.385737e-02</td>\n",
       "      <td>0.027340</td>\n",
       "      <td>8.792184e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>8.149773e-02</td>\n",
       "      <td>1.541153e-01</td>\n",
       "      <td>3.790917e-02</td>\n",
       "      <td>6.918241e-02</td>\n",
       "      <td>1.285299e-02</td>\n",
       "      <td>9.068897e-03</td>\n",
       "      <td>0.172600</td>\n",
       "      <td>7.767466e-06</td>\n",
       "      <td>1.668926e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>1.607187e-02</td>\n",
       "      <td>5.217428e-06</td>\n",
       "      <td>6.462482e-02</td>\n",
       "      <td>3.835381e-02</td>\n",
       "      <td>5.217428e-06</td>\n",
       "      <td>2.258553e-02</td>\n",
       "      <td>4.231454e-02</td>\n",
       "      <td>0.008287</td>\n",
       "      <td>9.597624e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>3.689799e-02</td>\n",
       "      <td>3.095004e-01</td>\n",
       "      <td>1.158752e-02</td>\n",
       "      <td>1.114688e-01</td>\n",
       "      <td>1.391128e-02</td>\n",
       "      <td>1.550767e-03</td>\n",
       "      <td>0.057111</td>\n",
       "      <td>1.417143e-03</td>\n",
       "      <td>1.241872e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>2.564855e-03</td>\n",
       "      <td>2.333361e-02</td>\n",
       "      <td>2.824115e-03</td>\n",
       "      <td>1.863717e-02</td>\n",
       "      <td>6.894172e-04</td>\n",
       "      <td>5.034783e-02</td>\n",
       "      <td>1.260184e-02</td>\n",
       "      <td>0.009969</td>\n",
       "      <td>8.115822e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.169030e-01</td>\n",
       "      <td>2.856109e-01</td>\n",
       "      <td>6.905168e-02</td>\n",
       "      <td>7.358621e-02</td>\n",
       "      <td>3.880757e-02</td>\n",
       "      <td>1.359744e-02</td>\n",
       "      <td>0.043653</td>\n",
       "      <td>4.934786e-03</td>\n",
       "      <td>6.774218e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>7.009106e-02</td>\n",
       "      <td>3.187473e-02</td>\n",
       "      <td>6.136591e-03</td>\n",
       "      <td>2.667461e-02</td>\n",
       "      <td>6.560606e-03</td>\n",
       "      <td>3.373217e-02</td>\n",
       "      <td>8.580280e-03</td>\n",
       "      <td>0.025161</td>\n",
       "      <td>9.020428e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.198792e-01</td>\n",
       "      <td>9.145995e-02</td>\n",
       "      <td>2.059774e-02</td>\n",
       "      <td>9.839295e-02</td>\n",
       "      <td>4.504626e-02</td>\n",
       "      <td>1.814269e-02</td>\n",
       "      <td>0.077811</td>\n",
       "      <td>7.833573e-03</td>\n",
       "      <td>4.758138e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>4.063697e-02</td>\n",
       "      <td>1.146092e-03</td>\n",
       "      <td>1.611481e-02</td>\n",
       "      <td>2.338452e-02</td>\n",
       "      <td>6.553318e-03</td>\n",
       "      <td>7.357580e-03</td>\n",
       "      <td>5.611644e-03</td>\n",
       "      <td>0.010381</td>\n",
       "      <td>3.678976e-04</td>\n",
       "      <td>...</td>\n",
       "      <td>1.074156e-01</td>\n",
       "      <td>4.150619e-03</td>\n",
       "      <td>4.854823e-02</td>\n",
       "      <td>4.296665e-02</td>\n",
       "      <td>3.796716e-02</td>\n",
       "      <td>9.958280e-02</td>\n",
       "      <td>0.049689</td>\n",
       "      <td>6.806331e-02</td>\n",
       "      <td>3.810534e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>3.354910e-02</td>\n",
       "      <td>3.975036e-03</td>\n",
       "      <td>3.406740e-03</td>\n",
       "      <td>1.417367e-02</td>\n",
       "      <td>5.485911e-03</td>\n",
       "      <td>2.838985e-02</td>\n",
       "      <td>4.794287e-03</td>\n",
       "      <td>0.027785</td>\n",
       "      <td>6.781115e-04</td>\n",
       "      <td>...</td>\n",
       "      <td>7.506150e-02</td>\n",
       "      <td>2.106818e-02</td>\n",
       "      <td>3.007285e-02</td>\n",
       "      <td>1.522810e-02</td>\n",
       "      <td>2.025198e-02</td>\n",
       "      <td>6.944056e-03</td>\n",
       "      <td>0.030478</td>\n",
       "      <td>6.653992e-02</td>\n",
       "      <td>4.546205e-04</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>2.018011e-02</td>\n",
       "      <td>1.406311e-03</td>\n",
       "      <td>7.715962e-03</td>\n",
       "      <td>2.470602e-02</td>\n",
       "      <td>3.144577e-02</td>\n",
       "      <td>4.019752e-02</td>\n",
       "      <td>1.677360e-02</td>\n",
       "      <td>0.029002</td>\n",
       "      <td>4.141289e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>2.918122e-02</td>\n",
       "      <td>7.151635e-03</td>\n",
       "      <td>2.760916e-02</td>\n",
       "      <td>2.570079e-02</td>\n",
       "      <td>9.943837e-03</td>\n",
       "      <td>1.355397e-02</td>\n",
       "      <td>0.038923</td>\n",
       "      <td>9.195148e-03</td>\n",
       "      <td>1.654800e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>4.070972e-02</td>\n",
       "      <td>5.755808e-07</td>\n",
       "      <td>5.755808e-07</td>\n",
       "      <td>5.755808e-07</td>\n",
       "      <td>1.928197e-02</td>\n",
       "      <td>2.725318e-02</td>\n",
       "      <td>5.937680e-03</td>\n",
       "      <td>0.112632</td>\n",
       "      <td>5.755808e-07</td>\n",
       "      <td>...</td>\n",
       "      <td>7.588864e-03</td>\n",
       "      <td>1.042648e-03</td>\n",
       "      <td>3.415110e-02</td>\n",
       "      <td>3.285210e-02</td>\n",
       "      <td>3.579421e-04</td>\n",
       "      <td>5.755808e-07</td>\n",
       "      <td>0.021316</td>\n",
       "      <td>1.911942e-03</td>\n",
       "      <td>1.889747e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.312838e-02</td>\n",
       "      <td>8.317361e-03</td>\n",
       "      <td>7.235952e-03</td>\n",
       "      <td>1.838554e-02</td>\n",
       "      <td>9.621438e-04</td>\n",
       "      <td>6.062879e-02</td>\n",
       "      <td>5.038840e-03</td>\n",
       "      <td>0.033507</td>\n",
       "      <td>2.589069e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.021399e-02</td>\n",
       "      <td>1.719778e-02</td>\n",
       "      <td>2.669380e-02</td>\n",
       "      <td>3.791531e-06</td>\n",
       "      <td>7.500740e-04</td>\n",
       "      <td>4.442650e-03</td>\n",
       "      <td>0.019685</td>\n",
       "      <td>3.791531e-06</td>\n",
       "      <td>9.780295e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.192187e-02</td>\n",
       "      <td>2.119015e-02</td>\n",
       "      <td>1.173825e-02</td>\n",
       "      <td>2.740585e-03</td>\n",
       "      <td>2.662782e-03</td>\n",
       "      <td>6.934408e-02</td>\n",
       "      <td>1.717768e-02</td>\n",
       "      <td>0.065073</td>\n",
       "      <td>3.969620e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>3.745596e-02</td>\n",
       "      <td>5.409211e-03</td>\n",
       "      <td>4.349023e-02</td>\n",
       "      <td>3.779881e-03</td>\n",
       "      <td>4.467593e-03</td>\n",
       "      <td>1.252021e-02</td>\n",
       "      <td>0.031978</td>\n",
       "      <td>3.969620e-06</td>\n",
       "      <td>5.222912e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>7.559593e-02</td>\n",
       "      <td>4.720702e-03</td>\n",
       "      <td>8.112162e-03</td>\n",
       "      <td>1.905826e-02</td>\n",
       "      <td>5.882137e-04</td>\n",
       "      <td>1.817638e-02</td>\n",
       "      <td>5.802835e-03</td>\n",
       "      <td>0.127367</td>\n",
       "      <td>2.195784e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>5.780412e-02</td>\n",
       "      <td>8.487645e-03</td>\n",
       "      <td>7.812909e-02</td>\n",
       "      <td>5.997253e-04</td>\n",
       "      <td>1.680918e-03</td>\n",
       "      <td>3.446730e-02</td>\n",
       "      <td>0.028085</td>\n",
       "      <td>3.683701e-04</td>\n",
       "      <td>5.570239e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>8.812785e-02</td>\n",
       "      <td>3.940081e-06</td>\n",
       "      <td>6.475129e-03</td>\n",
       "      <td>3.429630e-02</td>\n",
       "      <td>1.675870e-03</td>\n",
       "      <td>3.803560e-02</td>\n",
       "      <td>1.014320e-02</td>\n",
       "      <td>0.125926</td>\n",
       "      <td>1.585700e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>5.774622e-02</td>\n",
       "      <td>7.127627e-04</td>\n",
       "      <td>1.037642e-01</td>\n",
       "      <td>5.653976e-03</td>\n",
       "      <td>6.384709e-03</td>\n",
       "      <td>3.694182e-02</td>\n",
       "      <td>0.052312</td>\n",
       "      <td>3.940081e-06</td>\n",
       "      <td>4.061021e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano            T1            T2            T3            T4  \\\n",
       "0  2000.0  3.089785e-07  3.089785e-07  2.162954e-02  3.089785e-07   \n",
       "0  2001.0  3.582313e-05  3.582313e-05  1.629201e-02  2.122828e-02   \n",
       "0  2002.0  1.160523e-02  1.054114e-05  2.464067e-02  8.122232e-02   \n",
       "0  2003.0  1.005087e-02  1.918497e-07  5.767973e-02  1.918497e-07   \n",
       "0  2004.0  2.163921e-07  2.163921e-07  1.346530e-02  9.647975e-03   \n",
       "0  2005.0  4.364929e-02  6.617582e-02  2.447520e-02  1.685492e-02   \n",
       "0  2006.0  1.960553e-02  3.631370e-02  5.647464e-03  1.128715e-02   \n",
       "0  2007.0  2.768520e-02  7.767466e-06  1.547463e-02  1.566553e-02   \n",
       "0  2008.0  1.607187e-02  5.217428e-06  6.462482e-02  3.835381e-02   \n",
       "0  2009.0  2.564855e-03  2.333361e-02  2.824115e-03  1.863717e-02   \n",
       "0  2010.0  7.009106e-02  3.187473e-02  6.136591e-03  2.667461e-02   \n",
       "0  2011.0  4.063697e-02  1.146092e-03  1.611481e-02  2.338452e-02   \n",
       "0  2012.0  3.354910e-02  3.975036e-03  3.406740e-03  1.417367e-02   \n",
       "0  2013.0  2.018011e-02  1.406311e-03  7.715962e-03  2.470602e-02   \n",
       "0  2014.0  4.070972e-02  5.755808e-07  5.755808e-07  5.755808e-07   \n",
       "0  2015.0  2.312838e-02  8.317361e-03  7.235952e-03  1.838554e-02   \n",
       "0  2016.0  2.192187e-02  2.119015e-02  1.173825e-02  2.740585e-03   \n",
       "0  2017.0  7.559593e-02  4.720702e-03  8.112162e-03  1.905826e-02   \n",
       "0  2018.0  8.812785e-02  3.940081e-06  6.475129e-03  3.429630e-02   \n",
       "\n",
       "             T5            T6            T7        T8            T9  ...    \\\n",
       "0  3.089785e-07  3.089785e-07  3.089785e-07  0.007855  3.089785e-07  ...     \n",
       "0  3.582313e-05  3.406612e-02  1.198411e-01  0.007844  6.827274e-03  ...     \n",
       "0  1.054114e-05  2.514525e-02  3.104519e-02  0.031573  4.343698e-03  ...     \n",
       "0  1.918497e-07  3.361879e-02  5.582122e-02  0.060663  5.094728e-02  ...     \n",
       "0  2.163921e-07  5.241087e-03  4.701878e-02  0.025096  2.541395e-02  ...     \n",
       "0  8.323670e-06  4.590170e-02  3.580710e-02  0.037137  1.336549e-02  ...     \n",
       "0  9.434870e-06  1.477634e-02  9.422526e-02  0.006335  5.993979e-02  ...     \n",
       "0  7.767466e-06  1.941500e-02  1.385737e-02  0.027340  8.792184e-02  ...     \n",
       "0  5.217428e-06  2.258553e-02  4.231454e-02  0.008287  9.597624e-03  ...     \n",
       "0  6.894172e-04  5.034783e-02  1.260184e-02  0.009969  8.115822e-06  ...     \n",
       "0  6.560606e-03  3.373217e-02  8.580280e-03  0.025161  9.020428e-06  ...     \n",
       "0  6.553318e-03  7.357580e-03  5.611644e-03  0.010381  3.678976e-04  ...     \n",
       "0  5.485911e-03  2.838985e-02  4.794287e-03  0.027785  6.781115e-04  ...     \n",
       "0  3.144577e-02  4.019752e-02  1.677360e-02  0.029002  4.141289e-03  ...     \n",
       "0  1.928197e-02  2.725318e-02  5.937680e-03  0.112632  5.755808e-07  ...     \n",
       "0  9.621438e-04  6.062879e-02  5.038840e-03  0.033507  2.589069e-02  ...     \n",
       "0  2.662782e-03  6.934408e-02  1.717768e-02  0.065073  3.969620e-06  ...     \n",
       "0  5.882137e-04  1.817638e-02  5.802835e-03  0.127367  2.195784e-03  ...     \n",
       "0  1.675870e-03  3.803560e-02  1.014320e-02  0.125926  1.585700e-03  ...     \n",
       "\n",
       "            T22           T23           T24           T25           T26  \\\n",
       "0  2.517395e-02  3.089785e-07  3.089785e-07  3.089785e-07  3.089785e-07   \n",
       "0  3.070555e-02  2.267651e-03  1.687124e-01  4.581745e-03  8.858964e-02   \n",
       "0  1.201228e-01  2.159496e-02  9.071336e-02  1.967193e-03  2.779927e-02   \n",
       "0  1.918497e-07  5.524307e-02  6.284858e-02  1.918497e-07  1.795034e-02   \n",
       "0  1.269333e-01  2.163921e-07  3.640176e-02  1.016615e-02  1.135463e-01   \n",
       "0  7.190306e-02  3.617739e-02  5.036702e-02  7.378674e-02  2.636632e-03   \n",
       "0  3.633628e-02  6.296625e-02  1.010662e-01  5.697817e-02  3.050355e-02   \n",
       "0  8.149773e-02  1.541153e-01  3.790917e-02  6.918241e-02  1.285299e-02   \n",
       "0  3.689799e-02  3.095004e-01  1.158752e-02  1.114688e-01  1.391128e-02   \n",
       "0  1.169030e-01  2.856109e-01  6.905168e-02  7.358621e-02  3.880757e-02   \n",
       "0  1.198792e-01  9.145995e-02  2.059774e-02  9.839295e-02  4.504626e-02   \n",
       "0  1.074156e-01  4.150619e-03  4.854823e-02  4.296665e-02  3.796716e-02   \n",
       "0  7.506150e-02  2.106818e-02  3.007285e-02  1.522810e-02  2.025198e-02   \n",
       "0  2.918122e-02  7.151635e-03  2.760916e-02  2.570079e-02  9.943837e-03   \n",
       "0  7.588864e-03  1.042648e-03  3.415110e-02  3.285210e-02  3.579421e-04   \n",
       "0  2.021399e-02  1.719778e-02  2.669380e-02  3.791531e-06  7.500740e-04   \n",
       "0  3.745596e-02  5.409211e-03  4.349023e-02  3.779881e-03  4.467593e-03   \n",
       "0  5.780412e-02  8.487645e-03  7.812909e-02  5.997253e-04  1.680918e-03   \n",
       "0  5.774622e-02  7.127627e-04  1.037642e-01  5.653976e-03  6.384709e-03   \n",
       "\n",
       "            T27       T28           T29           T30  Total  \n",
       "0  3.254883e-01  0.452282  3.089785e-07  3.089785e-07    1.0  \n",
       "0  5.407048e-02  0.078350  3.582313e-05  1.091358e-01    1.0  \n",
       "0  4.030995e-02  0.083998  1.217350e-03  1.587695e-01    1.0  \n",
       "0  1.918497e-07  0.114345  1.918497e-07  2.754977e-01    1.0  \n",
       "0  3.315009e-02  0.086370  2.163921e-07  1.566078e-01    1.0  \n",
       "0  7.710997e-04  0.153205  1.151417e-03  4.174481e-02    1.0  \n",
       "0  1.406399e-03  0.084472  9.434870e-06  1.051281e-01    1.0  \n",
       "0  9.068897e-03  0.172600  7.767466e-06  1.668926e-02    1.0  \n",
       "0  1.550767e-03  0.057111  1.417143e-03  1.241872e-02    1.0  \n",
       "0  1.359744e-02  0.043653  4.934786e-03  6.774218e-03    1.0  \n",
       "0  1.814269e-02  0.077811  7.833573e-03  4.758138e-03    1.0  \n",
       "0  9.958280e-02  0.049689  6.806331e-02  3.810534e-03    1.0  \n",
       "0  6.944056e-03  0.030478  6.653992e-02  4.546205e-04    1.0  \n",
       "0  1.355397e-02  0.038923  9.195148e-03  1.654800e-02    1.0  \n",
       "0  5.755808e-07  0.021316  1.911942e-03  1.889747e-02    1.0  \n",
       "0  4.442650e-03  0.019685  3.791531e-06  9.780295e-03    1.0  \n",
       "0  1.252021e-02  0.031978  3.969620e-06  5.222912e-03    1.0  \n",
       "0  3.446730e-02  0.028085  3.683701e-04  5.570239e-03    1.0  \n",
       "0  3.694182e-02  0.052312  3.940081e-06  4.061021e-03    1.0  \n",
       "\n",
       "[19 rows x 32 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "    \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2000\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('anp-option5-thetas.csv',index=False)\n",
    "topics_df.to_csv('anp-option5-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('anp-option5.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'anp-option5-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'anp-option5-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a23f079b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=900,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('anp-wordcloud-5.eps')\n",
    "    f.savefig('anp-wordcloud-5.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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